Define the operation and its exceptions
Describe the inputs, steps and expected output of the task. Separate predictable rules from judgments that depend on incomplete information or specialist review. Record the exceptions that currently make the work difficult. A workflow that is not understood manually is unlikely to become clearer simply because a script runs it faster.
Choose a bounded pilot
Select a representative but manageable case and agree how the result will be compared with the current process. Keep a reviewable output and an easy way to inspect errors. Test awkward examples as well as clean ones. The purpose is to learn whether the automated route is dependable enough for its intended use, not to produce a demonstration that works only once.
Plan ownership after the demonstration
Decide who maintains the tool, updates its assumptions and handles failures. Document the required input structure and operating limits. A useful automation should reduce recurring work without creating an undocumented dependency on the person who wrote it. Include a practical handover before expanding the workflow to other teams.
Bring it to the next conversation.
- Document the rule and the exception.
- Test a bounded representative case.
- Assign maintenance and support ownership.
From the Hexifyer team. Examples are illustrative and do not identify client projects. Project requirements and professional responsibilities are agreed for each engagement.

